Will people like your illustration? Popularity assessment of illustrations

Abstract Illustrations frequently appear in advertisements, films, books, etc. Research into the popularity of illustrations shows practicality and necessity already, which plays an important role in the improvement of illustrations and advertising decisions. In this letter, an Illustration Populari...

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Auteurs principaux:	Jiachen Yang, Yao Men, Yang Zhao
Format:	article
Langue:	EN
Publié:	Wiley 2021
Sujets:	Electrical engineering. Electronics. Nuclear engineering TK1-9971
Accès en ligne:	https://doaj.org/article/c6678c9dfed74eb5a9a4a7b9871befba
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spelling	oai:doaj.org-article:c6678c9dfed74eb5a9a4a7b9871befba2021-11-16T10:15:44ZWill people like your illustration? Popularity assessment of illustrations1350-911X0013-519410.1049/ell2.12054https://doaj.org/article/c6678c9dfed74eb5a9a4a7b9871befba2021-01-01T00:00:00Zhttps://doi.org/10.1049/ell2.12054https://doaj.org/toc/0013-5194https://doaj.org/toc/1350-911XAbstract Illustrations frequently appear in advertisements, films, books, etc. Research into the popularity of illustrations shows practicality and necessity already, which plays an important role in the improvement of illustrations and advertising decisions. In this letter, an Illustration Popularity Assessment Network （IPANet） is designed, inspired by the illustration creation process. Atrous convolutional layers are densely concatenated to extract image composition information and Gram matrix is used to measure the image style. We also introduce a scoring model based on ‘views’ and ‘likes’ to score the popularity of collected illustrations. The IPANet is proved to be effective according to experimental results on the scored illustrations. As far as we know, we are the first to explore the popularity of illustrations and practice successfully.Jiachen YangYao MenYang ZhaoWileyarticleElectrical engineering. Electronics. Nuclear engineeringTK1-9971ENElectronics Letters, Vol 57, Iss 2, Pp 58-61 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Electrical engineering. Electronics. Nuclear engineering TK1-9971
spellingShingle	Electrical engineering. Electronics. Nuclear engineering TK1-9971 Jiachen Yang Yao Men Yang Zhao Will people like your illustration? Popularity assessment of illustrations
description	Abstract Illustrations frequently appear in advertisements, films, books, etc. Research into the popularity of illustrations shows practicality and necessity already, which plays an important role in the improvement of illustrations and advertising decisions. In this letter, an Illustration Popularity Assessment Network （IPANet） is designed, inspired by the illustration creation process. Atrous convolutional layers are densely concatenated to extract image composition information and Gram matrix is used to measure the image style. We also introduce a scoring model based on ‘views’ and ‘likes’ to score the popularity of collected illustrations. The IPANet is proved to be effective according to experimental results on the scored illustrations. As far as we know, we are the first to explore the popularity of illustrations and practice successfully.
format	article
author	Jiachen Yang Yao Men Yang Zhao
author_facet	Jiachen Yang Yao Men Yang Zhao
author_sort	Jiachen Yang
title	Will people like your illustration? Popularity assessment of illustrations
title_short	Will people like your illustration? Popularity assessment of illustrations
title_full	Will people like your illustration? Popularity assessment of illustrations
title_fullStr	Will people like your illustration? Popularity assessment of illustrations
title_full_unstemmed	Will people like your illustration? Popularity assessment of illustrations
title_sort	will people like your illustration? popularity assessment of illustrations
publisher	Wiley
publishDate	2021
url	https://doaj.org/article/c6678c9dfed74eb5a9a4a7b9871befba
work_keys_str_mv	AT jiachenyang willpeoplelikeyourillustrationpopularityassessmentofillustrations AT yaomen willpeoplelikeyourillustrationpopularityassessmentofillustrations AT yangzhao willpeoplelikeyourillustrationpopularityassessmentofillustrations
_version_	1718426573046022144

Will people like your illustration? Popularity assessment of illustrations

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